{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path\n",
    "\n",
    "\n",
    "layers = [0, 4, 5, 7, 9, 11]\n",
    "c59 = [27.4, 28.2, 27.6, 27.0, 24.8, 25.4]\n",
    "stuff = [18.2, 18.7, 18.5, 18.3, 17.5, 17.4]\n",
    "ade = [15.1, 15.8, 15.3, 15.1, 14.2, 14.1]\n",
    "\n",
    "save_root = '/space0/liangc/code/study/OVSS/clip_dinoiser/outputs/fold_fig'\n",
    "\n",
    "plt.figure(figsize=(6, 4), dpi=300)\n",
    "plt.plot(layers, c59, 'o--', label='C59')\n",
    "plt.plot(layers, stuff, 's--', label='Stuff')\n",
    "plt.plot(layers, ade, 'd--', label='ADE')\n",
    "\n",
    "plt.axvline(x=4, color='blue', linestyle=':', label='Default (4)')\n",
    "\n",
    "plt.xlabel('Starting Layer Index', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('mIoU (%)', fontsize=14, fontweight='bold')\n",
    "plt.title('Effect of Starting Layer on Performance', fontsize=14, fontweight='bold')\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "save_path = Path(save_root) / 'starting_layer_ablation.png'\n",
    "plt.savefig(save_path, dpi=600)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from pathlib import Path\n",
    "\n",
    "# 设置全局字体和样式\n",
    "plt.rcParams['font.family'] = 'Arial'\n",
    "plt.rcParams['axes.linewidth'] = 1.5\n",
    "plt.style.use('seaborn-v0_8-whitegrid')\n",
    "\n",
    "# 数据\n",
    "layers = [0, 4, 5, 7, 9, 11]\n",
    "c59 = [27.4, 28.2, 27.6, 27.0, 24.8, 25.4]\n",
    "stuff = [18.2, 18.7, 18.5, 18.3, 17.5, 17.4]\n",
    "ade = [15.1, 15.8, 15.3, 15.1, 14.2, 14.1]\n",
    "\n",
    "# 保存路径\n",
    "save_root = '/space0/liangc/code/study/OVSS/clip_dinoiser/outputs/fold_fig'\n",
    "\n",
    "# 创建高质量图表\n",
    "fig, ax = plt.subplots(figsize=(8, 5), dpi=300)\n",
    "\n",
    "# 设置颜色和标记\n",
    "colors = ['#1f77b4', '#ff7f0e', '#2ca02c']\n",
    "markers = ['o', 's', 'd']\n",
    "line_styles = ['-', '-', '-']\n",
    "\n",
    "# 绘制数据线\n",
    "for i, (data, label) in enumerate(zip([c59, stuff, ade], ['C59', 'Stuff', 'ADE'])):\n",
    "    ax.plot(layers, data, marker=markers[i], linestyle=line_styles[i], \n",
    "            linewidth=2.5, markersize=8, label=label, color=colors[i])\n",
    "    \n",
    "    # 在每个数据点上标注值\n",
    "    for x, y in zip(layers, data):\n",
    "        ax.text(x, y+0.2, f'{y}', ha='center', va='bottom', \n",
    "                fontsize=8, fontweight='bold', color=colors[i])\n",
    "\n",
    "# 添加最佳层的垂直参考线\n",
    "ax.axvline(x=4, color='blue', linestyle=':', linewidth=1.8, alpha=0.7, label='Default (4)')\n",
    "\n",
    "# 突出显示最佳点\n",
    "best_layer = 4\n",
    "for i, data in enumerate([c59, stuff, ade]):\n",
    "    best_idx = layers.index(best_layer)\n",
    "    # ax.plot(best_layer, data[best_idx], 'o', markersize=12, \n",
    "    #         markerfacecolor='none', markeredgewidth=2, \n",
    "    #         markeredgecolor=colors[i])\n",
    "\n",
    "# 设置坐标轴\n",
    "ax.set_xlabel('Starting Layer Index', fontsize=14, fontweight='bold')\n",
    "ax.set_ylabel('mIoU (%)', fontsize=14, fontweight='bold')\n",
    "ax.set_title('Effect of Starting Layer on Performance', fontsize=16, fontweight='bold')\n",
    "\n",
    "# 设置刻度\n",
    "ax.set_xticks(layers)\n",
    "ax.tick_params(axis='both', which='major', labelsize=12, width=1.5, length=5)\n",
    "\n",
    "# 设置网格\n",
    "ax.grid(True, linestyle='--', alpha=0.7)\n",
    "\n",
    "# 设置图例\n",
    "ax.legend(fontsize=12, frameon=True, facecolor='white', edgecolor='gray', \n",
    "           framealpha=0.9)\n",
    "\n",
    "# 设置Y轴范围\n",
    "y_min = min(min(c59), min(stuff), min(ade)) - 1\n",
    "y_max = max(max(c59), max(stuff), max(ade)) + 1\n",
    "ax.set_ylim(y_min, y_max)\n",
    "\n",
    "# 添加边框\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_linewidth(1.5)\n",
    "\n",
    "# 保存图表\n",
    "plt.tight_layout()\n",
    "save_path = Path(save_root) / 'starting_layer_ablation.pdf'\n",
    "plt.savefig(save_path, dpi=600, bbox_inches='tight', format='pdf')\n",
    "plt.savefig(save_path.with_suffix('.png'), dpi=600, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from pathlib import Path\n",
    "\n",
    "# 设置全局字体和样式\n",
    "plt.rcParams['font.family'] = 'Arial'\n",
    "plt.rcParams['axes.linewidth'] = 1.5\n",
    "plt.style.use('seaborn-v0_8-whitegrid')\n",
    "\n",
    "# 数据\n",
    "data_volume = [1, 3, 5, 10, 20, 200]  # 单位：k\n",
    "c59 = [27.3, 27.5, 28.2, 27.8, 27.8, 27.0]\n",
    "stuff = [18.2, 18.3, 18.7, 18.7, 18.6, 18.4]\n",
    "ade = [15.2, 15.4, 15.8, 15.5, 15.4, 14.9]\n",
    "\n",
    "\n",
    "# 创建高质量图表\n",
    "fig, ax = plt.subplots(figsize=(8, 5), dpi=300)\n",
    "\n",
    "# 设置颜色和标记\n",
    "colors = ['#1f77b4', '#ff7f0e', '#2ca02c']\n",
    "markers = ['o', 's', 'd']\n",
    "line_styles = ['-', '-', '-']\n",
    "\n",
    "# 使用对数刻度来更好地显示数据量的变化\n",
    "ax.set_xscale('log')\n",
    "\n",
    "# 绘制数据线\n",
    "for i, (data, label) in enumerate(zip([c59, stuff, ade], ['C59', 'Stuff', 'ADE'])):\n",
    "    ax.plot(data_volume, data, marker=markers[i], linestyle=line_styles[i], \n",
    "            linewidth=2.5, markersize=8, label=label, color=colors[i])\n",
    "    \n",
    "    # 在每个数据点上标注值\n",
    "    for x, y in zip(data_volume, data):\n",
    "        ax.text(x, y+0.2, f'{y}', ha='center', va='bottom', \n",
    "                fontsize=8, fontweight='bold', color=colors[i])\n",
    "\n",
    "# 添加最佳点的垂直参考线\n",
    "ax.axvline(x=5, color='blue', linestyle=':', linewidth=1.8, alpha=0.7, label='Default (5k)')\n",
    "\n",
    "# 突出显示最佳点\n",
    "best_volume = 5\n",
    "for i, data in enumerate([c59, stuff, ade]):\n",
    "    best_idx = data_volume.index(best_volume)\n",
    "    # ax.plot(best_volume, data[best_idx], 'o', markersize=12, \n",
    "    #         markerfacecolor='none', markeredgewidth=2, \n",
    "    #         markeredgecolor=colors[i])\n",
    "\n",
    "# 设置坐标轴\n",
    "ax.set_xlabel('Training Data Volume (k)', fontsize=14, fontweight='bold')\n",
    "ax.set_ylabel('mIoU (%)', fontsize=14, fontweight='bold')\n",
    "ax.set_title('Effect of Training Data Volume on Performance', fontsize=16, fontweight='bold')\n",
    "\n",
    "# 设置刻度\n",
    "ax.set_xticks(data_volume)\n",
    "ax.set_xticklabels([f'{x}k' for x in data_volume])\n",
    "ax.tick_params(axis='both', which='major', labelsize=12, width=1.5, length=5)\n",
    "\n",
    "# 设置网格\n",
    "ax.grid(True, linestyle='--', alpha=0.7)\n",
    "\n",
    "# 设置图例\n",
    "ax.legend(fontsize=12, frameon=True, facecolor='white', edgecolor='gray', \n",
    "           framealpha=0.9)\n",
    "\n",
    "# 设置Y轴范围\n",
    "y_min = min(min(c59), min(stuff), min(ade)) - 1\n",
    "y_max = max(max(c59), max(stuff), max(ade)) + 1\n",
    "ax.set_ylim(y_min, y_max)\n",
    "\n",
    "# 设置X轴范围\n",
    "ax.set_xlim(0.8, 250)\n",
    "\n",
    "# 添加边框\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_linewidth(1.5)\n",
    "\n",
    "# 保存图表\n",
    "plt.tight_layout()\n",
    "save_path = Path(save_root) / 'data_volume_ablation.pdf'\n",
    "plt.savefig(save_path, dpi=600, bbox_inches='tight', format='pdf')\n",
    "plt.savefig(save_path.with_suffix('.png'), dpi=600, bbox_inches='tight')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mmseg",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.21"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
